Jacob was born in Calcutta, West Bengal in 1923 in British India. His family were Baghdadi Jews originally from Iraq who settled in Kolkata in the middle of the 18th century. Jacob's father, Elias Emanuel, was an affluent businessman. Jacob was sent to Victoria School, a boarding school in Kurseong near Darjeeling at the age of nine. From then on, he went home only on school holidays.